{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread(\"./image/cat.jpeg\",0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x118b76b10>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img,cmap= plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "hist = cv.calcHist([img],[0],None,[256],[0,256])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(hist)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 掩膜的应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11a23f750>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建掩膜\n",
    "mask = np.zeros(img.shape[:2],np.uint8)\n",
    "mask[400:650,200:500] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11a58dbd0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_img = cv.bitwise_and(img,img,mask=mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11a8dc090>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask_img,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_hist = cv.calcHist([img],[0],mask,[256],[0,256])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(mask_hist)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图均衡化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dst = cv.equalizeHist(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11ab018d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dst,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x118c7b650>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 自适应均衡化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cl = cv.createCLAHE(2.0,(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "clahe = cl.apply(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x118e5d690>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(clahe,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread(\"./image/horse.jpg\",0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = cv.Sobel(img, cv.CV_8U, 1, 0)\n",
    "y = cv.Sobel(img, cv.CV_8U, 0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "Scale_absX = cv.convertScaleAbs(x)  # convert 转换  scale 缩放\n",
    "Scale_absY = cv.convertScaleAbs(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = cv.addWeighted(Scale_absX, 0.5, Scale_absY, 0.5, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11bfac4d0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(result,cmap=plt.cm.binary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
